Training Example: DEJAN – Review the Data, Give Your Score & Compare to the Real AI Evaluation

[H1] Australian AI SEO agency specialising in brand visibility optimisation for global brands and e-commerce websites.
[H3] Our AI SEO process is driven by advanced machine learning techniques, mechanistic interpretability and practical model steering methods.
Schedule a Call
Book a conference call with our senior strategy team to discuss your project in detail. The consultation is free and highly constructive.
Data. Discovery. Testing.
We design and deploy sharp, well-prioritised digital marketing strategies. All our decision making is based on data analysis and testing.
Innovation.
Our clients enjoy access to unique tools and methodologies designed to solve challenges, surface new insights and highlight opportunities.
[H2] Focused Campaigns.
We deliver sharp, well-prioritised SEO strategies designed to meet your business objectives.
[H2] Next Level Support.
Proactive, helpful advice to increase your rank ceiling, mitigate risk, and maximise your marketing efforts.
We were given our very own bespoke internal link recommendation engine that leverages world-class language models and data science. It’s one thing to theorize about the potential of machine learning in SEO, but it’s entirely another to witness it first-hand. It changed my perspective on what’s possible in enterprise SEO.
Scott SchulferSenior SEO ManagerZendesk
[H2] We are an industry leader in machine learning driven digital marketing.
[H2] AI SEO
World-class AI SEO services ranging from visibility analysis to practical model steering strategies.
[H2] Answer Engine Optimization
AEO means visibility optimisation for AI chat assistants, AI agents and Answer Engines.
[H2] AI Visibility Tracking
Robust and reliable AI visibility tracking for brands looking to understand how AI assistants and AI search perceive their products and services.
[H2] Meet our core team
We’re an all-senior team with experience in a wide range of projects and industries.
[IMG: Dan Petrovic]
Dan Petrovic
AI SEO
[IMG: Mike Jolly]
Mike Jolly
Director of Strategy
[IMG: Blake Walsh]
Blake Walsh
SEO
[IMG: Giordano Chng]
Giordano Chng
SEO
[IMG: Liam Buttery]
Liam Buttery
SEO
[IMG: Martin Reed]
Martin Reed
Technical SEO
[IMG: Bianca Hall]
Bianca Hall
Public Relations
[IMG: Milos Dosen]
Milos Dosen
CFO
[IMG: Danielle White]
Danielle White
Operations
[IMG: Josip Ivanovic]
Josip Ivanovic
Software Engineering
[IMG: Nemek Nowaczyk]
Nemek Nowaczyk
PPC
[IMG: Alex Petrovic]
Alex Petrovic
SEO
[IMG: Dragan Grubacki]
Dragan Grubacki
Technical SEO
[IMG: Finn Arrowsmith]
Finn Arrowsmith
Outreach
[H2] Our Portfolio
We’ve worked with many amazing clients.
[H2] Featured In:
[IMG: Jason Mayes]
[H3] Dan Petrovic made a super write up around Chrome’s latest embedding model with all the juicy details on his blog. Great read.
[H4] Jason MayesWeb AI Lead at GoogleSource: Google Web AI
Featured in “Moz Top 10“, twice.
Dan Petrovic, an academic and consultant on SEO and generative AI, said Google’s size, expertise and massive trove of search data gave it a massive advantage, but that Gemini 3 Pro would probably be a more expensive model to run.— Tim Biggs, The Sydney Morning Herald
[IMG: Moz Recommended Agency]
Moz Recommended Agency
[H2] FAQs
[H3] What separates you from other SEO companies?
We lead the industry through application of advanced machine learning and natural language processing techniques. We’re a small all-senior team. No account managers. You deal directly with the specialists.
[H3] What sort of monthly budget do I need?
A typical customer spends between $5,000 and $20,000 on ongoing work with our team.
[H3] What sort of guarantees are there?
If you are dissatisfied with our service we will happily refund your money within 30 days of starting an ongoing campaign with us. We do not offer ranking guarantees as this is against Google’s guidelines.
[H3] How many phrases can I target?
All of them. We insist. That’s right, our campaign include past, current and future search queries and there no technical limit on the number. It’s a strategic choice we make together with you.
[H2] Project Types
Here are the common types of SEO projects and campaigns:
SEO Retainer – We can provide a variation of quotes to fit to your budget range.
Strategy Design/Review – Improve your SEO strategy by understanding what’s working and what’s not.
Technical Audit – ½ or full day audit with actionable recommendations to ensure a solid foundation for SEO growth. Implementation support is optional.
SEO Testing – Quarterly design and deployment new website tests to scale growth safely on large websites.
Migration Audit – Mitigate risk of traffic loss when migrating your content and/or domain(s).
Market Research & Data Analysis – Advanced keyword research and trends analysis used to inform business decisions, product development and content generation.
Content Strategy – Ongoing surfacing of content gaps, landing page optimisation, and collaboration with your own in-house and external content teams.
Link Earning – Content and relationship-based link acquisition to build authority and drive referral traffic.
Rank Recovery – Risk assessment, disavow file maintenance, and manual link clean-up.
Conversion Rate Optimisation – Quarterly design and deployment of website tests aimed at increasing leads from your existing traffic.
Visualisation & Reporting – Bespoke creation of live marketing dashboards to monitor campaign progress and report on the metrics you care about most.
Team Training – In addition to knowledge sharing on all our campaigns, Dejan offers tailored workshops for in-house teams looking to maximise their content and marketing efforts.
Schedule a Call

[H1] Interested in our services?
[H4] Use this booking form to request your free consultation. Your meeting request is confirmed once we send you the calendar invite with a video call link.
For all other enquiries please use the general enquiries form.

[H1] Public Tools & Demos
[H2] Algoroo
Algoroo is a Google algorithm tracking tool developed by DEJAN. Our system monitors carefully selected keywords and looks for fluctuations. Both negative and positive movement is added up to create a single SERP flux metric we call “roo”. High roo value indicates a high volatility in Google’s search results. Low roo value is usually displayed on an ordinary day, unlikely to be affected by any algorithmic changes at Google.
Algoroo
[H2] Auxy
A powerful AI SEO suite featuring ARC framework, visibility tracking, model probing, citation mining and content optimization system.
Home Page
App Login
[H2] eCommerce Query Volume Predictor
A fine-tuned mDeBERTa-v3-base model that predicts the search volume bucket for a given search query.
Trained on 50M+ Amazon.com search queries with an ordinal-aware loss function to penalize predictions that are far from the true bucket.
VOLUME_RANGES = {
"very_high": "10,000+",
"high": "1,000–9,999",
"medium": "100–999",
"low": "10–99",
"very_low": "<10",
}
Legacy Model
Latest Model
[H2] Reverse Prompter Model
We fine-tuned Google’s Gemma 3 (270M) to reverse the typical LLM workflow: given an AI-generated response, the model reconstructs the most likely prompt that produced it. We generated 100,000 synthetic prompt-response pairs using Gemini 2.5 Flash, trained for a single epoch on a consumer GPU, and built a Streamlit app that sweeps 24 decoding configurations to produce ranked prompt candidates.
Blog Post
Model Demo
[H2] Tree Walker
AI brand perception analysis tool showing high and low entropy points in model completion.
Tree Walker
[IMG: selection]
[H2] Brand Relevance
Find out how relevant your website is for any query in Google’s AI search systems including AI Mode, AI Overviews, Gemini App and the new Google Assistant.
Brand Relevance
[H2] AI Rank
A comprehensive AI visibility tracking framework for brands.
AI Rank
[H2] AI Search Snippet Generator
Generates LLM-powered AI assistant and AI search grounding snippets from pasted website content and user query as input.
Snippet Generator
[H2] AI Search Snippet Extractor
Which parts of the page are used in AI search to answer user queries?Ths tool extract the actual grounding snippet chunks from Google’s AI search pipeline.
Snippet Extractor
Advanced Version
[H2] LinkBERT
This tool showcases the capability of our latest link prediction model called LinkBERT. This model is trained on the highest quality organic link data and can predict natural link placement in plain text.
LinkBERT
Google Links Version
[IMG: bots]
Test how accessible your URL is to search engines, AI crawlers, and web bots.
Bot Tester
[H2] Citation Mining
Citation mining in AI Search, Google’s and OpenAI’s chat assistant responses.
Citation Mining
[H2] Query Deserves Grounding [Google]
Determines which queries will require grounding with Google search results.
Google QDG
[H2] Query Deserves Grounding [OpenAI]
Determines which queries will require search grounding with OpenAI models.
OpenAI QDG
[H2] AI Content Detection
Find which sentences are likely generated by AI and get the total document score.
AI Content Detection
[H2] Query Fanout Generator
Enter a URL and a query to generate a diverse set of related queries.
DEJAN AI Model
Google’s Internal Model
[H2] Typosquatting Checker
Check to see if the domain is a typosquatter, or check for typosquatters for your own domain.
Typosquatting Checker
[H2] Content Substance Classifier
This tool estimates the likelihood that content is thin or lacking in substance, using our deep learning model.
Content Substance Classifier
[H2] AI Flux
This dashboard tracks the daily volatility in AI rankings of brands, services, products, people’s names and various other tracked entities and phrases in chat sessions.
AI Flux
[H2] Google Brand and Intent Detection
Google’s brand and intent detection reverse engineered from Chrome.
Google Brand and Intent Detection
[H2] Penguin – Link Optimization Tool
The world’s most advanced link optimization tool. The Penguin Algorithm Tool is an advanced link analysis system designed to help SEO professionals, content creators, and webmasters identify and optimize link patterns in web content. The tool uses AI to distinguish between different types of external links and suggests optimal anchor text placement.
Penguin
[H2] Chunk Norris
Content chunking tool.
Chunk Norris
[H2] Google Entity Search
This tool allows you to see if a person, brand, product or service is a known entity in Google’s knowledge graph.
Google Entity Search
[H2] Brand AI Sentiment
Google AI brand perception mining through synthetic reviews.
Brand Sentiment
[H2] Text Sentiment
Multi-label sentiment classification model. Designed to be deployed in an automated pipeline capable of classifying text sentiment for thousands (or even millions) of text chunks or as a part of a scraping pipeline. This is a demo model which may occasionally misclassify some texts. In a typical commercial project, a larger model is deployed for the task, and in special cases, a domain-specific model is developed for the client.
Text Sentiment
[H2] Gemini Token Probabilities
Shows how frequent certain words were in Gemini’s tokenizer training data.
Gemini Token Probabilities
[H2] Loss Curve Forecaster
Predict where your training loss is heading. Upload a WandB CSV export and get:
Asymptote prediction — the loss floor your model is converging to
Time-to-target estimates — how long until you hit a specific loss
Progress tracking — percentage complete toward the asymptote
Dual-axis visualization — see both wall time and training steps
Uses power law curve fitting, which models LLM training dynamics well.
Loss Target Estimator Tool
Loss Landscape [Educational Visualisation Only]
[H2] Cosine Similarity Visualisation
Interactive cosine similarity visualiser.
Cosine Similarity Visualisation
[H2] Dejan Authority Score
A 0-100 domain authority metric calculated as 60% PageRank + 40% Harmonic Centrality from Common Crawl’s hyperlink graph.
Dejan Authority Score
[H2] Semantic Content Compressor
Extracts page content and returns five levels of semantic information compression.
Semantic Information Compression
[H2] Useful Links
Google Dataset Searchhttps://datasetsearch.research.google.com/
/r/Datasetshttps://www.reddit.com/r/datasets/
GemmaScope 2
https://www.neuronpedia.org/gemma-scope-2 [Post | Paper]
SymTorchDeep Learning Interpretability with Symbolic Regressionhttps://github.com/astroautomata/SymTorch
https://alignment.openai.com/argo

[H1] Dan Petrovic
Dan Petrovic is the most prominent AI SEO with worldwide recognition for industry-defining innovation and thought leadership. He specialises in brand, product and service visibility in Gen AI Search and applies his AEO framework to numerous global brands. Dan is a double Google award winner for his work in discovery of Google’s exposed internal systems and algorithms.
Dan Petrovic – Enterprise Stage Keynote at Spotlight 2025 by Semrush in Amsterdam
[H2] Speaking Events and Appearances
[H3] Semrush Spotlight 2025, Amsterdam
SEO + AI = SEO
Don’t get tricked by fancy new acronyms and buzzwords. It’s the SEO industry that now owns the AI visibility channel and we, the SEO people, decide what the the future holds. Dan’s been leading the transition and sharing his insights and discoveries almost daily. In this session he’ll pop-up the bonnet and reveal the very engine that drives his AI optimization workflow. Get ready for an unprecedented level of both strategic and practical advice.
[H3] SEO Week 2025, New York
Beyond Rank Tracking: Analyzing Brand Perceptions Through Language Model Association Networks
https://dejanmarketing.com/media/video/ny.mp4
Dan presents a framework for tracking and influencing brand visibility in LLMs using bidirectional prompts, frequency and rank analysis, and knowledge graphs. He shows how to optimize content and prompts to guide LLM outputs, measure brand authority within models, and introduces a tool to predict whether a query will be grounded in search or generated from the model’s training data. All pointing to LLM optimization as a powerful new frontier for SEO.
Beyond-Rank-Tracking-DEJANDownload
[H3] Change 2025, Griffith University
As AI reshapes search engines and user behaviour, traditional SEO strategies are evolving. Learn how to adapt to algorithm changes, automate processes, and enhance visibility in an AI-first search landscape.
[H1] 2024
[H2] G50, Austria
[H2] SMX Advanced, Berlin
[IMG: SMX_ADVANCED]
[H2] SEO Summit
[H2] SMX London
[H2] SMX Munich
https://dejanmarketing.com/wp-content/uploads/2024/08/Dan_Petrovic_SMX2019_v001.mp4
[H3] More than 10 Blue Links: Advanced-Level SERP Optimisation
[H4] 2nd – 3rd April 2019 | ICM – International Congress Center Munich
If you manage a big brand or a website with well-established traffic, it’s crucial that you understand how to optimise for the SERPS. This session covers everything you need to know from exciting types of SERP snippets and Google Discover feed to more advanced optimisation and data analysis techniques. We will cover Snippet Types & Performance Statistics, Data Analysis & Surfacing Insights and how to set up your own optimisation process.
[H2] 2017 Events
SMX, Munich
SEO Summit, Manila [slides]
SEO Bootcamp, Sydney
Whitehat vs Blackhat, Canada
Webmasters on the Roof, Munich
Search Marketing Summit Panel, Sydney
SMS Sydney, Advanced SEO Workshop
SEOktoberfest X, Munich
Big Digital, Adelaide
Cloudland Event With Google, Brisbane
MORCON, Manila
Tourism Marketing Summit, Split, Croatia (“How important is content for SEO?”)
[IMG: Dan Petrovic on Stage]
[H2] 2016 Events
SEOktoberfest IX, Munich
Digital Marketing Lecture, Griffith University, Brisbane
Digital Olympus, Worldwide Broadcast
SEO Summit, Quezon City
Big Digital, Adelaide
PeepCon, Quezon City
REPUBLICA Conference, Melbourne
UQMAS Panel – University of Queensland, Brisbane
[H2] 2015 Events
[IMG: Moz Ignite]
Dan Petrovic, Mozcon Ignite 2015
Marketing Festival 2015, Brno, Czech Republic
Hubspot Webinar: Advanced SEO Process
SMX Sydney
Presentation: The Fine Art of Link Earning
Expert Panel
MozCon, Seattle
Podcast Interview with Borja Obeso
SEOktoberfest 8, Munich, Germany
Griffith University
SEO Guest Lecture
Promotion Lecture
Promotion + Content Lecture
Industry Advisory Board
Digital Summit: CRO & Content Talk
Brisbane
Melbourne
Hubspot Marketing Masterclass:
Melbourne
Sydney
DEJAN Partners: SEO Talk
Sydney
Brisbane
Southbank Convention Centre, Brisbane, SEO Talk
SEMY Awards Dinner, Munich
WordCamp Brisbane, Creative SEO Talk
SMX Munich
Presentation: The Fine Art of Link Earning
Webmasters on the Roof All Star Panel
[H2] EO, Melbourne
[H2] 2014 Events
Search Engine Bootcamp, Sydney
Practical Analytics, Griffith University, Gold Coast
SEOktoberfest, Munich, Germany
SMX Sydney
SMX Munich, Germany
Dejan SEO @ Hilton, Sofia, Bulgaria [for WordCamp Europe]
Click! Digital Expo, Brisbane
Google Guest Lecture at Griffith University, Nathan
Online Marketing Guest Lecture at Griffith University, Gold Coast
Industry Advisory Board Meeting, Brisbane Technology Park
Marketing Department Review Committee Meeting, Griffith University
[IMG: Dan Petrovic]
[H2] 2013 Events
Dan Petrovic, SMX
Keynote at Search Marketing Day, Poland
WordCamp, Melbourne
7th IMMAP Summit, Philippines
Brisbane Digital Media Event, Belgrade
Guest Lecture, Griffith University, Gold Coast
ABC TV Interview, Melbourne
Google Tour, Zurich
Online Retailer, Sydney
Young Entrepreneur Awards Finalist, Brisbane
Guest Lecture, Griffith University, Brisbane
SMX, Sydney
SMX Elite, Sydney
Linux Conference Interviews, Canberra
Hangout with CERN, Zurich
e-Commerce Expo, Melbourne
Industry Advisory Board, Griffith University, Brisbane
[IMG: Dan Petrovic]
[H2] 2012 Events
Dan Petrovic, TV Interview
SMX, Sydney
SMX, Melbourne
Australian Tourism Data Warehouse, Brisbane
Guest Lecture, Griffith University, Gold Coast
Guest Lecture, Griffith University, Brisbane
Click! Digital Expo, Brisbane
Dejan SEO Seminar, Brisbane
Young Entrepreneur Awards Finalist, Brisbane
PeSA Internet Conference, Gold Coast
[IMG: Dan Petrovic]
[H2] 2011 Events
Dan Petrovic, Search Engine Bootcamp
Technology Expo, Gladstone
SMX, Sydney
SMX, Melbourne
Hyness Lawyers Breakfast Seminar, Brisbane
PeSA Internet Conference, Gold Coast
Crescent of Brisbane, Springwood
CCA Educause, Sydney
Guest Lecture, Griffith University, Gold Coast
Guest Lecture, Griffith University, Nathan
Young Entrepreneur Awards Finalist, Brisbane
WordCamp, Gold Coast
SEO Bootcamp
[IMG: Dan Petrovic]
[H2] 2010 Events
Dan Petrovic, Search Engine Marketing Day, Poznan, Poland
CeBIT
SMX Sydney
SMX Melbourne
ABITE
SEO Masterclass Brisbane
SEO Bootcamp
Young Entrepreneur Awards Finalist, Brisbane